In 2020, China has accomplished the task and target of poverty alleviation as scheduled. Under the current standard, all the poor people in rural areas have been lifted out of poverty, and all poverty-stricken counties have been removed. However, the task of consolidating and expanding the achievements of poverty alleviation is still arduous. Poverty alleviation gets rid of absolute poverty, rural revitalization remove relative poverty, but combined the two China can roots out poverty better. There are similarities and differences between the two strategies in terms of objectives, subjects, contents and measures, so the convergence of the two strategies is possible and inevitable. The goal of policy convergence can be carried out in four stages: consolidating the effect of poverty alleviation; the transition from absolute poverty to relative poverty; realizing rural agricultural modernization, and revitalizing rural areas comprehensively. Policy convergence mainly focuses on industry, ecology, culture, security and life, from the specific policy of poverty alleviation to the general requirements of rural revitalization.